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Explaining Deep Neural Networks with a Polynomial Time Algorithm for Shapley Value Approximation

Explaining Deep Neural Networks with a Polynomial Time Algorithm for Shapley Value Approximation

by Martina Megaro | Jun 10, 2019 | Machine Learning

Explaining Deep Neural Networks with a Polynomial Time Algorithm for Shapley Value Approximation   We propose a novel,polynomial-time approximation of Shapley values in deep neural networks. June 10, 2019International Conference on Machine Learning (ICML) 2019  ...
Generating Animations from Screenplays

Generating Animations from Screenplays

by Martina Megaro | Jun 1, 2019 | Animation, Story Technology, Visual Computing

Generating Animations from Screenplays   In this paper, we develop a text-to-animation system which is capable of handling complex sentences. June 1, 2019*SEM 2019   Authors Yeyao Zhang (Disney Research/ETH Joint M.Sc.) Eleftheria Tsipidi (Disney Research) Sasha...
Learning-based Sampling for Natural Image Matting

Learning-based Sampling for Natural Image Matting

by Martina Megaro | May 28, 2019 | Machine Learning, Video Processing, Visual Computing

Learning-based Sampling for Natural Image Matting   We present a new sampling-based natural matting tech- nique that utilizes a pair of novel sampling networks for estimating background and foreground colors of pixels in unknown image regions. June 16, 2019IEEE...
Practical Person-Specific Eye Rigging

Practical Person-Specific Eye Rigging

by Martina Megaro | May 6, 2019 | Capture, VFX, Visual Computing

Practical Person-Specific Eye Rigging   We present a novel parametric eye rig for eye animation, including a new multi-view imaging system that can reconstruct eye poses at submillimeter accuracy to which we fit our new rig. May 6, 2019Eurographics 2019   Authors...
Analysis of Sample Correlations for Monte Carlo Rendering

Analysis of Sample Correlations for Monte Carlo Rendering

by Martina Megaro | Apr 30, 2019 | Rendering, VFX, Visual Computing

Analysis of Sample Correlations for Monte Carlo Rendering   In this paper, we aim at providing a comprehensive and accessible overview of the techniques developed over the last decades to analyze such correlations, relate them to error in integrators, and understand...
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